{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "\n",
    "from pandas  import Series, DataFrame\n",
    "\n",
    "import pandas_datareader as pdr\n",
    "import pandas_datareader.data as web\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "import datetime\n",
    "\n",
    "start = datetime.datetime(2015,9,20)\n",
    "end = datetime.date.today()\n",
    "alibaba = web.DataReader(\"BABA\", \"yahoo\", start, end)\n",
    "amazon = web.DataReader(\"AMZN\", \"yahoo\", start, end)\n",
    "alibaba.to_csv(\"alibaba.csv\")\n",
    "amazon.to_csv(\"amazon.csv\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Open</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Adj Close</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2015-09-21</th>\n",
       "      <td>66.400002</td>\n",
       "      <td>62.959999</td>\n",
       "      <td>65.379997</td>\n",
       "      <td>63.900002</td>\n",
       "      <td>22355100</td>\n",
       "      <td>63.900002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-09-22</th>\n",
       "      <td>63.270000</td>\n",
       "      <td>61.580002</td>\n",
       "      <td>62.939999</td>\n",
       "      <td>61.900002</td>\n",
       "      <td>14897900</td>\n",
       "      <td>61.900002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-09-23</th>\n",
       "      <td>62.299999</td>\n",
       "      <td>59.680000</td>\n",
       "      <td>61.959999</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>22684600</td>\n",
       "      <td>60.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-09-24</th>\n",
       "      <td>60.340000</td>\n",
       "      <td>58.209999</td>\n",
       "      <td>59.419998</td>\n",
       "      <td>59.919998</td>\n",
       "      <td>20645700</td>\n",
       "      <td>59.919998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-09-25</th>\n",
       "      <td>60.840000</td>\n",
       "      <td>58.919998</td>\n",
       "      <td>60.630001</td>\n",
       "      <td>59.240002</td>\n",
       "      <td>17009100</td>\n",
       "      <td>59.240002</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 High        Low       Open      Close    Volume  Adj Close\n",
       "Date                                                                       \n",
       "2015-09-21  66.400002  62.959999  65.379997  63.900002  22355100  63.900002\n",
       "2015-09-22  63.270000  61.580002  62.939999  61.900002  14897900  61.900002\n",
       "2015-09-23  62.299999  59.680000  61.959999  60.000000  22684600  60.000000\n",
       "2015-09-24  60.340000  58.209999  59.419998  59.919998  20645700  59.919998\n",
       "2015-09-25  60.840000  58.919998  60.630001  59.240002  17009100  59.240002"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alibaba.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1d320ee4e10>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "alibaba['Adj Close'].plot(legend=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1d320e309b0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "alibaba['Volume'].plot(legend=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1d320d88588>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "alibaba['Close'].plot(legend=True)\n",
    "amazon['Close'].plot(legend=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Open</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>High-Low</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2015-09-21</th>\n",
       "      <td>66.400002</td>\n",
       "      <td>62.959999</td>\n",
       "      <td>65.379997</td>\n",
       "      <td>63.900002</td>\n",
       "      <td>22355100</td>\n",
       "      <td>63.900002</td>\n",
       "      <td>3.440002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-09-22</th>\n",
       "      <td>63.270000</td>\n",
       "      <td>61.580002</td>\n",
       "      <td>62.939999</td>\n",
       "      <td>61.900002</td>\n",
       "      <td>14897900</td>\n",
       "      <td>61.900002</td>\n",
       "      <td>1.689999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-09-23</th>\n",
       "      <td>62.299999</td>\n",
       "      <td>59.680000</td>\n",
       "      <td>61.959999</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>22684600</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>2.619999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-09-24</th>\n",
       "      <td>60.340000</td>\n",
       "      <td>58.209999</td>\n",
       "      <td>59.419998</td>\n",
       "      <td>59.919998</td>\n",
       "      <td>20645700</td>\n",
       "      <td>59.919998</td>\n",
       "      <td>2.130001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-09-25</th>\n",
       "      <td>60.840000</td>\n",
       "      <td>58.919998</td>\n",
       "      <td>60.630001</td>\n",
       "      <td>59.240002</td>\n",
       "      <td>17009100</td>\n",
       "      <td>59.240002</td>\n",
       "      <td>1.920002</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 High        Low       Open      Close    Volume  Adj Close  \\\n",
       "Date                                                                          \n",
       "2015-09-21  66.400002  62.959999  65.379997  63.900002  22355100  63.900002   \n",
       "2015-09-22  63.270000  61.580002  62.939999  61.900002  14897900  61.900002   \n",
       "2015-09-23  62.299999  59.680000  61.959999  60.000000  22684600  60.000000   \n",
       "2015-09-24  60.340000  58.209999  59.419998  59.919998  20645700  59.919998   \n",
       "2015-09-25  60.840000  58.919998  60.630001  59.240002  17009100  59.240002   \n",
       "\n",
       "            High-Low  \n",
       "Date                  \n",
       "2015-09-21  3.440002  \n",
       "2015-09-22  1.689999  \n",
       "2015-09-23  2.619999  \n",
       "2015-09-24  2.130001  \n",
       "2015-09-25  1.920002  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alibaba['High-Low'] = alibaba['High'] - alibaba['Low']\n",
    "alibaba.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1d323851e10>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "alibaba['daily-return']=alibaba['Adj Close'].pct_change()\n",
    "alibaba['daily-return'].plot(figsize=(10,4), linestyle='--',marker='o')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1d323996c88>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "alibaba['daily-return'].plot(kind='hist')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1d323a170f0>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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wuhyRmKRAFwBqt9XS1dYVc90tA137pWvpPNPJlv/c4nUpIjFJgS4AHPzDQWDsLzc3EkWLipj17lm8/p3X6Wrv8rockZijQBcADv7uINll2SRnJXtdyiVd++VraW9op+L+ofv2Y63/X2SsKNCFtvo2jm86TuHlhV6XMqzSlaVMf+d0Nt63ke6Obq/LEYkpCnQJdLc4mHzFZK9LCcl1X72O1hOtvPDVF7wuRSSmKNCFqqeqSC9MJ3uad1cnGomy68pY/MnFbLxvIye2nPC6HJGYoUCf4Hq7ezn09CFmvWsWFhd7hysONLBf/OZ/vZnMKZk8+fEn6e5U14sIKNAnvGOvHaOjuYNZ75nldSkjkpKdwm1rb6N+Tz0v/e+XvC5HJCYo0Ce4qqeqiEuIi5nxz0di1rtmsfCehbzyjVc4ueOk1+WIeE6BPsFVPVXFtGunkZKd4nUpo3LLd24hLS+N3/75b3G9zutyRDylQJ/AWo62cGr3qXHX3TJQak4qt3znFk5sPsGRF494XY6IpxToE9iBpwLji8969/gNdIDLP3A5M26aQeUTlRrnRSY0BfoEVvl4JbmzcmP6dP9QmBnv+cF76O3uZc8v9nhdjohnFOgTVFt9G9XPVTP/zvkxObriSOVelsus98yitqKWhv0NXpcj4gnvrjMmnqpcX4nrdSy4c4HXpVzSSMZjmbFqBm8+/yYHf3+Q/Dnj+78OkdEYtoVuZg+a2Skz2z1gWq6ZbTCzquB9TnTLlEjb+9heci/LpXBh7I/fEqr4xHjKbyynYV8DzUeavS5HZMyF0uXyEHDrRdO+CDzrnJsFPBt8LuNEe0M71c/7p7tloOnvnE5CSgKHnj7kdSkiY27YQHfOvQQ0XTT5duDh4OOHgdURrkuiaN/6fbgex4K7Yru7ZTQSUxOZft10arfV6vqjMuGMtg+90DlXC+CcqzWz8TFMnwBv7W4Zb+OGD1dv+Q3lVD9TzaENh3jHP75jjKoS8V7Uj3IxszVmttXMttbX10f77WQY7Q3tvjq6ZTAp2SmUrCzh+MbjnD151utyRMbMaAO9zsyKAYL3p4aa0Tm31jm3zDm3rKAgdq9XOVH0dbfMv3O+16VE1YybZtDb3cv2B7d7XYrImBltoP8auCf4+B7gyciUI9G285Gd5M3Oo2hRkdelRFVGYQa5s3PZ8dAOnNMYLzIxhHLY4qPAa8AcMztuZp8AvgGsMrMqYFXwucS4+n31HH3lKIs/sdi33S0DlV5dSlNVE8dfO+51KSJjYtidos65Dwzx0o0RrkWibNuPthGXEMfCexZ6XcqYKF5SzN7H9rLjoR2Uriz1uhyRqNOp/xNEd2c3Ox/ZyZzb55BRmOF1OWMiISWB+e+bz551e+g61+V1OSJRp1P/fabvkL6la5ZeMH3/k/tpb2hnyaeWXDCf36XmpdJ5ppPKJyq54gNXeF2OSFSphT5BbLt/G9nTsplx0/i7MlE48mbnkZqbyhsPveF1KSJRp0CfAE4fPs3hZw6z+BOLiYufWD9yizNKri7h0IZDnDl+xutyRKJqYn27J6htD2zD4ozF9y72uhRPlKwoAQc7f7rT61JEokp96D7X1d7Fpu9uYvIVk6n6XZXX5XgifXI6JStK2P2z3bz979/udTkiUaMWus/teGgHXW1dzLx5pteleOryD15O3c46Tu0Z8qRmkXFPge5jvT29vPZvrzGpfBI5Myf2kPUL7lqAxRm7H909/Mwi45QC3ccqn6jk9KHTzLx55oQ4M/RSMgozmHHTDHb9bJeGAhDfUqD7lHOOjfdtJGdmju/HbQlFxdoKMqZk0FzdzIlNJ7wuRyQqFOg+dezVY5zYdIKrP381FjexW+d9ihYVEZcQx66f7fK6FJGoUKD71KvfepXUvFQWfWyR16XEjMTURAqvLGTPuj30dvd6XY5IxCnQfajlaAsHfnOAq/7mKhLTEr0uJ6ZMWT6FtlNtVD9X7XUpIhGnQPehqt9VkZydzFV/c5XXpcScyZdPJmVSCm88oqEAxH8U6D5z5sQZTm4/yVWfuYqUSSlelxNz4hPjufyDl7PvV/voaO7wuhyRiFKg+0zVU1UkpCSw4jMrvC4lZi2+dzHdHd3s/rmOSRd/UaD7SP2+emq31VJ2XRmpualelxOzipcUU3hlIdsf0PVGxV80losP9I1tvu2BbcQnxTNj1YwJM975aJgZi+5dxNOffZq6nXUUXlnodUkiEaEWuk+cPXmWmi01TH/ndJIykrwuJ+Zd+eEriU+KZ/uP1UoX/1Cg+8SB3x4gPil+wg/CFaq0vDTm3D6HnT/ZSXdnt9fliESEAj1GVayt6L8Np7W2lZqtNZRdV0ZyZvIYVOcPi+9dzLnGc+z/9X6vSxGJCAW6D1Q9VaXW+SjMWDWD7GnZbP6PzV6XIhIRCvRx7tSeU9RsraH8+nL1nY9QXHwcKz63gqMvH+XYa8e8LkckbGEFupm9aWa7zGyHmW2NVFESupe+9lL/kS0ycks+uYSUnBQ2fmuj16WIhC0SLfTrnXOLnHPLIrAuGYG6nXXs+cUeym9Q63y0dv1sF6UrS6l8spKGygavyxEJi7pcxrEX/ukFkrOT1ToPU9n1ZSQkJ/Dqfa96XYpIWMINdAf80cwqzGxNJAqS0NRU1FD5RCVXf/5qktLVOg9HcmYyi+5dxM6f7OTMiTNelyMyauEG+jXOuSXAu4C/NrN3XDyDma0xs61mtrW+vj7Mt5M+z3/leVJzU1nxWY3ZEgkr/3Ylrsfx2rdf87oUkVEL69R/51xN8P6Uma0HlgMvXTTPWmAtwLJly3Qxxwg4tvEYB39/kBu/cSPJWTrufKQGO7Y/Z0YOC+9ZyObvbeZtf/U2ci/LvWDepWuWjmmNIqMx6ha6maWbWWbfY+BmQMPXjYHnv/I86ZPTWf7p5V6X4is3fP0G4pPi2fCFDV6XIjIq4XS5FAKvmNkbwGbgKefcHyJTlgzl0IZDVD9Xzdv/4e3qO4+wzOJMrv3StVQ+UakrGsm4NOpAd84dds4tDN4WOOe+HsnC5K1cr+OZv3+GSWWTWPaXOko0Gq7+/NVMKpvE0597mt4eXXdUxhcNnzuO7F63m5PbT3LHT+4gIVk/ukga2K++6r5VPHbnY2z70TbMzMOqREZGx6GPEz3ne3j+H5+ncGEhV3zwCq/L8bV5fzaP6e+czjN//wznTp/zuhyRkCnQx4mKtRWcPnyam75xExanVmM0mRnvfeC99Hb1svORnTing7NkfFCgjwMdLR28+LUXKbu+jJm3aETFsZA7M5dV962ifm89R18+6nU5IiFRR+w48OLXXqS9oZ1V961i2/3bvC7H9/r60y3OyJ+Xz95f7uX6r11PzowcjysTuTS10GNca20rm/99M0s+uYQpS6d4Xc6EYnHGwo8uxMxY/9H19HT1eF2SyCUp0GOYc469v9hLYnoiN3z9Bq/LmZBSc1O54kNXcOzVYzz7D896XY7IJanLJYbVvVFH/d56bv3uraQXpHtdzoQ1dflUElITeO3br1GyooT575vvdUkig1ILPUb1nO9h72N7yZySqZOIYsAt376FqVdN5cl7n6Rhv8ZNl9ikQI9RlU9U0t7QzoK7FxCfGO91ORNefFI8dz52JwnJCay7Y52OT5eYpECPQUdeOkL1c9VMv246+XPyvS5HgrJLs7nzsTtpOtjEujvW0d3Z7XVJIhdQoMeY82fP88THniAtP415fzrP63LkImXXlbH6odUcefEIT37sSVxv4KSjirUV/TcRr2inaIzZ8HcbaH6zmZX/c6XGa4lRV3zwClqOtfDsF58lqzSLm755k9cliQAK9Jiy57E9bP3BVlZ8fkX/BRYkNl3zd9dw5tgZNt63kfikeLJKszSQl3hOXS4x4vjrx1n/kfWUXlPKjV+/0etyZBhmxrv+/V0s+dQSXv76y1Sur9SYL+I5tdBDMLBfNNxLkQ22rtPVp3n0vY+SNTWL969/PwkpCUMuI94Y6mdQvKSY6e+czqGnD+F6HfP+TPs9xDsKdI+11bfx6G2P0tvVywef+qBOIBpnLM64/AOXY2Yc3nCYjuYOFt2z6C1/lEXGgrpcPHRyx0nuX3Y/pw+f5q7H7yJ/rg5RHI/MjAV3L2DuHXOp2VLDIzc+Qlt9m9dlyQSkQPdITUUND17zIL09vXz85Y9Tfn251yVJGMyMy269jCVrllC7rZYfXfUjarbWeF2WTDAT+v/CcPvG+5YfbtmB79NytIWqp6o4ueMkJVeX8P7H309GUcaI31ti05SlU0jNTaXivyp4YOUDrPrWKq76zFUXDHsczn6YSO7PEf+Z0IE+VjqaO2g80EjNlhrqdtaRkJrArNtmcdcv79Kx5j6UU57DO77yDo68eISnP/c0h585zLS3TyM1N9Xr0sTnlCYhcL2OjuYOzjWdY9/6fXSe6aTzTCdHXjiCc45zTedwva7/1nWui7a6Ntrq2misaqSpqgmAxPREZr93NuXXl5OYlqgw97Gk9CTev/79bPn+FjZ8YQOHNxxm1rtnUX6TutYkepQoA/R09dBQ2cDJHSep31NP/d7Arbm6uf8U78FUrq+84HlcYhzpk9NJn5xOwfwCCq8sJG92HlmlWcTFa7fFRGFmLP/0cmbfNpt1d6yj8olKjm48Slx8HFd86AqSM5O9LlF8JqxAN7Nbge8C8cCPnHPfiEhVY6Cnq4eWoy00H2mm5UgLL3/9ZVprWunt7gUCoZw3O4/iJcXkzc4jNTeV1NxUkrOSSUhNIDE1kbiEuP++YLMFDmFb9ufLAo8HnDU43HHkOs7c3yaVTWLZXy7j1J5TVK6v5Km/fIoNf7eBKz9yJTNvnknJVSVD7kfpOR/4Pd38vc20N7bT2dJJZ2sn51vPU/VUVf98rbWtJGclk5yVTGpuKhlFGWQUZRCfFBipM1L97X7uw/fDZxt1oJtZPPB9YBVwHNhiZr92zu2NVHGR0nO+h1N7TnFy+0lqt9VSs7WGkztO0tMZuKRYYloi2dOyKbuhjIUfXUjRwiLy5uT1D1s7ksDtD3iRi0xeMJmC+QUULSxiy39uYfuPtrP1P7cCkFWSRWpeKgnJCcQnxXPu9DnO1p7lXNNbh+lNTEskKTMJ1xP4r9E5R2tNK51nOvt/p/uk5aeROTWTMyfOUHhlIQXzCsi9LLc/6MVfwmmhLwcOOucOA5jZz4HbgagHunMO1+PoOd9Dd0c3na2BPu2O5g7O1p6ltaaVM8fP0HigkcYDjZw+dLq/5Z2UkUTxkmKWf3o5nS2dZJdlk5af1t+ivvJDV0a7fJnAzIySFSWUrCjhth/eRu32Wk5sOkHttlrOt56nu7ObnvM95M/JZ/o7p5NRlEH2tGxO7TpFWn4aydnJ/d12A1uRfY2O7o5u2hvbOXvyLGdPnqX1RCutJ1p5+V9e7u82tHhj0vRJZE7JJKM4g/TJ6YF9OqkJJCQnBL5fvYHvWG9PL73dgZuZUberDjMjLiGOjpaOwB+X9CSSMpNIzkwmKSOJxPTAtMS0RBJSEkhISSAuMS7wH+0YjXfjegP50NMVyIjuc910neuiq62L82fPB/7LOXu+/9Z9rptjG4/R292Lc46Woy1YvBGfGE9iWiKJ6YkkpiX2f8akzKT+z56Ylkh8cnz/H2OLN8/G9Qkn0KcCxwY8Pw5cFV45g/vDZ/9AxX9V9O907O3phWGGzYhPjif3slwmL5jMvD+dR+HCQooXF5N7WW5/K1pdHeKlxLREpl0zjWnXTBt23lB/VxNSEsiamkXW1KwLpl/54StpqGzovzUdbKK1ppW6N+poO9UWCL2Ot47vbnGB8LZ4A0cg8ILfwwO/ORDaB71ofRZvgXuzt3RPMvDhIKF4wXg5Lvh84H2I+XCp+jA4/MfDl9xvFsp6Lv6cdz9xNzNvnjnqdYb0vqMdUMjM7gRucc59Mvj8I8By59z/uGi+NcCa4NM5wP7Rlzvu5AMT/Xpl2gbaBn20HUa/DaY75wqGmymcFvpxoHTA8xLgLafGOefWAmvDeJ9xy8y2Oucm9AVBtQ20DfpoO0R/G4RzDN0WYJaZlZtZEnA38OvIlCUiIiM16ha6c67bzD4NPE3gsMUHnXN7IlaZiIiMSFjHoTvnfgeMYBv/AAAGRElEQVT8LkK1+NGE7Gq6iLaBtkEfbYcob4NR7xQVEZHYovPQRUR8QoEeJjPLNbMNZlYVvM8ZYr57gvNUmdk9A6a/YGb7zWxH8DZ57KoPj5ndGqz9oJl9cZDXk81sXfD1TWZWNuC1fwhO329mt4xl3ZE02m1gZmVmdm7Az/2HY117pISwDd5hZtvMrNvM3nfRa4N+L8ajMLdDz4DfhdEfXOKc0y2MG/At4IvBx18EvjnIPLnA4eB9TvBxTvC1F4BlXn+OUXzueOAQMANIAt4A5l80z18BPww+vhtYF3w8Pzh/MlAeXE+8159pjLdBGbDb688wRtugDLgSeAR434DpQ34vxtstnO0QfO1sJOpQCz18twMPBx8/DKweZJ5bgA3OuSbn3GlgA3DrGNUXLf1DPzjnzgN9Qz8MNHDb/BK40QKn/90O/Nw51+mcqwYOBtc33oSzDfxi2G3gnHvTObcT6L1oWT99L8LZDhGjQA9foXOuFiB4P1iXyWDDJEwd8PzHwX+1vjKOvuzDfaYL5nHOdQMtQF6Iy44H4WwDgHIz225mL5rZtdEuNkrC+Vn65fcAwv8sKWa21cxeN7PBGoUh0XjoITCzZ4CiQV76cqirGGRa3+FFH3LOnTCzTOBXwEcI/EsW6y71mYabJ5Rlx4NwtkEtMM0512hmS4EnzGyBc+5MpIuMsnB+ln75PYDwP8s051yNmc0AnjOzXc65QyMtQi30EDjnbnLOXT7I7UmgzsyKAYL3pwZZxZDDJDjnTgTvW4GfMX66HkIZ+qF/HjNLALKBphCXHQ9GvQ2C3U2NAM65CgL9r7OjXnHkhfOz9MvvAYT5WZxzfXlwmMB+tcWjKUKBHr5fA3175+8BnhxknqeBm80sJ3gUzM3A02aWYGb5AGaWCNwG7B6DmiMhlKEfBm6b9wHPucAeoF8DdwePACkHZgGbx6juSBr1NjCzAgtcU4Bgq2wWgZ2C4004Q4AM+r2IUp3RNurtEPz8ycHH+cA1jHYYcq/3Do/3G4H+0GeBquB9bnD6MgJXceqb714CO/8OAh8PTksHKoCdwB6CV3/y+jON4LO/GzhAoHX55eC0rwHvDT5OAR4LfubNwIwBy345uNx+4F1ef5ax3gbAnwV/5m8A24A/8fqzRHEbvI1AC7YNaAT2DFj2Ld+L8Xob7XYAVgK7gr8Lu4BPjLYGnSkqIuIT6nIREfEJBbqIiE8o0EVEfEKBLiLiEwp0ERGfUKBLzDOzr5rZ/7zE639hZh8NPn7o4pHsIlTDJDP7q0ivVySSFOgy7jnnfuicC3u4hOCZnEOZRGDkxJGuM370FYmMjAJdYpKZfTk4tvQzwJzgtE+Z2RYze8PMfmVmacHpb2nBm9mNZrZ+wPNVZvb4IO/zMTN7zMx+A/wxOO0LwffZaWb/HJz1G8DM4CBq95nZdWb22wHr+Z6ZfSz4+E0z+19m9gpwpwXGvP+mmW02swPjeCAuiXEKdIk5wcGq7iYwnsWfEjjDDuBx59zbnHMLgX3AJy6xmueAeWZWEHz+ceDHQ8x7NXCPc+4GM7uZwGn4y4FFwFIzeweBse4POecWOee+EMLH6HDOvd059/Pg8wTn3HLgs8A/hbC8yIgp0CUWXQusd861u8Dog31jYlxuZi+b2S7gQ8CCoVbgAqdA/wT4sJlNIhDavx9i9g3Ouabg45uDt+0ETsmfSyDgR2rdRc/7/juoIHChA5GI0/C5EqsGG5PiIWC1c+6NYPfGdcOs48fAb4AO4DHnXLeZ3cF/t5A/GbxvG7CMAf/HOfdfA1dkAy6fF9TNhQ2ilIteb7voeWfwvgd97yRK1EKXWPQScIeZpQbHif+T4PRMoDY4MuWHhluJCwxJWgP8I4E/Bjjn1ge7TRY557YOstjTwL1mlgFgZlMtcJ3X1uD79zkCzA+OGJkN3DiaDyoSSWopSMxxzm0zs3XADgLB+XLwpa8Am4LTdnFhwA7lp0CBcy6k4Uidc380s3nAa8GLR50FPuycO2Rmr5rZbuD3zrkvmNkvCIyUWUWgi0bEUxptUXzNzL4HbHfOPeB1LSLRpkAX3zKzCgJ92aucc53DzS8y3inQRUR8QjtFRUR8QoEuIuITCnQREZ9QoIuI+IQCXUTEJxToIiI+8f8BgoGmyMnfrmYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(alibaba['daily-return'].dropna(), bins=100, color='purple')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
